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Oliver Müller - Graphical Model MAP Inference with Continuous Label Space in Computer Vision

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Oliver Müller

Graphical Model MAP Inference with Continuous Label Space in Computer Vision

Series: Informatik/ Kommunikation

Volume 860 2018

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Bibliography S. 128-146

„… and Josef Kittler. A survey of the hough transform. Computer Vision, Graphics, and Image Processing …” „… & region segmentation of objects in n-d images. In IEEE International Conference on Computer Vision (ICCV …” „… composite models. Signal Processing, 110:15–26, 2015. Bibliography 131 [33] Justin A. Eichel, Kostadinka K …”

Introduction S. 1-14

„… . Interesting directions for future research are given. Appendix A A use case for medical image processing is …” „… implant base in the OCT images. OCT in combination with the spoke scanning scheme and image processing …” „… vision deals with constructing theories and algorithms towards automatic processing and interpretation of …”

Related Work S. 15-24

„… is to estimate the state of a target in each frame of a given video or image sequence. Hereby, the …” „… (i.e., the pose) of each body part of a target object from a single image. Object trackers work on …” „… image sequences or videos, where the same (previously annotated or automatically detected) target is to …”

Tracking S. 78-106

„… first frame with a pose annotation provided by the user (green rectangle). On each new arriving image a …” „… previously unseen image frames. The update step performs a model update, i.e. learning. This step is crucial …” „… real-time processing speed. It was shown in other works [127, 132] that part-based approaches increase …”

doi.org/10.51202/9783186860101

Thomas Guthier - Visual Motion Processing

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Thomas Guthier

Visual Motion Processing

Series: Mess-, Steuerungs- und Regelungstechnik

Volume 1251 2016

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Computational Model S. 12-25

„… the processing of biological motion in the human visual cortex. In this chapter neurophysiological …” „… is introduced as a Feed Forward Neural Network (FFNN) that consists of two processing streams, one …” „… stream that processes static information is considered to awnser what is in the image and the dorsal …”

Bibliography S. 143-158

„… sparse coding for human action recognition. In Image Processing (ICIP), 2012 19th IEEE International …” „… Communications and Image Processing (VCIP), 2013, pages 1–6. IEEE. [16] Chessa, M., Solari, F., Sabatini, S. P …” „… , J. and Lappe, M. (2002). Perception of biological motion without local image motion. Proceedings of …”

Feature Extraction S. 89-115

„… patterns, that describe local image structures, thus static form patterns. The third section introduces and …” „… activations. 5.1 Optical Flow Patterns 91 Figure 5.1: Six images and the corresponding optical flow fields of …” „… comparing the activity patterns depicted in fig. 5.4. The activity images learned with λpart = 0.2 are …”

Introduction S. 1-11

„… row: input images showing a tree, the sun and a stick figure person. The pixel values of an input …” „… image can be stored in a single vector Vn. Multiple images are stored in the input matrix V. The lower …” „… which can occur in different combinations to form the given input images. Each basis pattern represents …”

Visual Cortex S. 133-134

„… 133 B Visual Cortex Processing of visual information starts as early as in the eye, where different …” „… always a discrete time series of images. Furthermore, neurons are not modeled as spiking devices, but by …” „… control of the eye movement for object tracking and finding relevant focus points in an input image. In …”

Unsupervised Pattern Learning S. 26-57

„… input dimensions P and N describe the number of pixels and the number of input images, while J is the …” „… . When applied to images or image patches, PCA produces holistic patterns [66]. PCA can be used for …” „… dimensionality reduction or compression, because the amount of image information that can be described by the …”

doi.org/10.51202/9783186251084

VDI Wissensforum GmbH - ELIV-MarketPlace 2022

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VDI Wissensforum GmbH (ed.)

ELIV-MarketPlace 2022

Series: VDI-Berichte

Volume 2405 2022

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K. Chung Understand and Testing AI Decisions with Explainable AI S. 249-256

„… Image ProcessingIntroductionInputTraffic lightCarVDI-Berichte Nr. 2405, 20222503ActionRulesFeaturesAI …” „… Black BoxPrediction: Car, Traffic lightDeep Learning Image ProcessingIntroductionWhat is the AI looking …” „… assisted camera calibrationAI get dashcam imagesCamera calibration stated as classification problemWith …”

doi.org/10.51202/9783181024058

Arne Ehlers - Object Detection using Feature Mining in a Distributed Machine Learning Framework

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Arne Ehlers

Object Detection using Feature Mining in a Distributed Machine Learning Framework

Series: Informatik/ Kommunikation

Volume 855 2017

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Conclusion S. 131-134

„… class of fractal feature is introduced. The detector post-processing is enhanced by a novel method that …” „… framework that processes Haar-like features since the fractal curves are stored in special integral image …” „… images. Feature mining: In Chapter 7, generic methods are introduced to customize the feature pool to the …”

Introduction S. 1-15

„… - Processing Sub-windows scanned from scene images P P P P N N N N AdaBoost / Detection C ha pt er 4 C ha pt …” „… Rejected sub-windows Post- Processing Sub-windows scanned from scene images P P P P N N N N HOG HL HOG …” „… Chapter 1Introduction 1 1 Introduction Figure 1.1: Example image of detected persons and body parts …”

Bibliography S. 138-152

„… International Conference on Image Processing (ICIP), 1994. [84] C. Lantuéjoul. La squelettisation et son …” „… object detection. In IEEE International Conference on Image Processing (ICIP), 2002. [97] A. Lindenmayer …” „… 149300, EPFL Technical Report, 2010. [3] S. Agarwal, A. Awan, and D. Roth. UIUC Image Database for Car …”

Titelei/Inhaltsverzeichnis

„… increase the quality of the post-processing. Bibliographische Information der Deutschen Bibliothek Die …” „… FPPI False Positives Per Image FPPW False Positives Per Window FPR False Positive Rate GMM Gaussian …” „… OpenCV Open Source Computer Vision library OpenMP Open Multi-Processing PCA Principal Component Analysis …”

Non-Maximum Suppression using Dempster’s Theory of Evidence S. 121-130

„… using Dempster’s Theory of Evidence This chapter addresses the post-processing in a object detection …” „… framework. In cascaded detectors, an image is passed through a cascade in which all stage detectors have to …” „… the scene image on shifted positions and varied scales. This frequently results in multiple detections …”

Fundamentals S. 28-61

„… ]. An integral image IInt is computed in a pre-processing step from an image I by summing up its pixel …” „… for their efficient computation using the integral image representation. 3.1.1 Haar-like Features A …” „… Jones [145] as four-rectangle-feature. Integral images One reason for the success of Haar-like features …”

Distributed Machine Learning Framework S. 62-67

„… each computing node is accomplished by the Open Multi-Processing (OpenMP) API [112]. The topology of …” „… value type and base class. Both provide the rectangular image region on which they are computed as a …” „… PoolObject base class and as an example its derived TrainingImage subclass is presented in Figure 4.3. The …”

Multi-Feature Mining for Detector Learning S. 90-120

„… rectangular regions in a training image would be excessive. But such a feature set build from templates still …” „… images, essentially calculating intensity differences between local areas. Hence, this feature type …” „… utilizes coarse object characteristics represented by image areas but ignores fine object structures and …”

Fractal Integral Paths S. 76-89

„… . Image is part of Wikimedia Commons and in the public domain due to its age. In this chapter and the …” „… : (a) Illustration of the Peano-Hilbert curve traversing a face image [141]. (b) Example of a selected …” „… fractal feature in training. Image taken from [141]. (c) Microscopic cell with selected fractal feature …”

doi.org/10.51202/9783186855107

VDI Wissensforum GmbH - Commercial Vehicles 2023

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VDI Wissensforum GmbH (ed.)

Commercial Vehicles 2023

Series: VDI-Berichte

Volume 2417 2023

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J. Schöning, N. Kruse AI-Supported Assessment of Load Safety S. 67-80

„… extension of a dataset by using image processing techniques [19, 20]. Data augmentation should be used when …” „… straightforward and commonly used image processing technique is to make a copy of the im-age using a flip on the x …” „… or y-axis. The application of geometric image processing techniques must be performed in a very …”

M. Sommer, E. Sax, T. Rösch Fleet data used for self-learning functions in commercial vehicles S. 81-92

„… with automated driving and ADAS (especially image data) which are safety critical, real-time functions …” „… cloud serve as a data pre-processing point for functions in the vehicle Data pre-processing of multiple …”

K. Beck, H. Flämig, R. Höger, R. Schindhelm Non-driving related activities in heavy goods vehicles with SAE Level 3 and 4 – An attempt to systematise S. 205-216

„… interaction with others and how long the processing time for the NDRA is. A total of 15 task characteristics …” „… the company's image [6, 33, 34]. Care should be taken to ensure that the driver's cab and the …”

doi.org/10.51202/9783181024171

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